diff --git a/moss-live-labs/examples/voice-agent/.env.example b/moss-live-labs/examples/voice-agent/.env.example
index 0ed7ca62..b682519f 100644
--- a/moss-live-labs/examples/voice-agent/.env.example
+++ b/moss-live-labs/examples/voice-agent/.env.example
@@ -7,7 +7,11 @@ LIVEKIT_API_SECRET=secret
 MOSS_PROJECT_ID=Your moss project id here
 MOSS_PROJECT_KEY=Your moss project key here
 
-# AI Provider Keys
+# Initial region for console / no-UI runs only (US or EU). The web UI picker
+# overrides this on connect — leave US unless you are using `agent.py console`.
+MOSS_REGION=US
+
+# AI Provider Keys (OpenAI = LLM, Deepgram = STT, Cartesia = TTS)
 OPENAI_API_KEY=Your openai api key here
 DEEPGRAM_API_KEY=Your deepgram api key here
 CARTESIA_API_KEY=Your cartesia api key here
\ No newline at end of file
diff --git a/moss-live-labs/examples/voice-agent/DEMO_SCRIPT_METADATA.md b/moss-live-labs/examples/voice-agent/DEMO_SCRIPT_METADATA.md
new file mode 100644
index 00000000..3df315ca
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/DEMO_SCRIPT_METADATA.md
@@ -0,0 +1,50 @@
+# Demo Script — Metadata Filtering (region-scoped answers)
+
+~90s. Shows the **same question** returning **different, correct answers** by region,
+because Moss filters retrieval on `metadata.region` — one shared index, scoped per query.
+
+## Before you record
+- [ ] **Re-seed** (metadata changed): delete the configured index in the Moss portal
+      (`MOSS_INDEX_NAME`, default `demo-customer_faqs`), then `uv run python seed_index.py`.
+- [ ] `uv run python agent.py dev` · `livekit-server --dev` · `cd web && npm run dev`
+      (UI at localhost:3000)
+- [ ] Region is chosen with the **US / EU picker** in the panel (starts on US) — no restart.
+
+## 1 · Frame it (0:00–0:12)
+> "Same knowledge base, one index. This support panel has a region picker — right now it's
+> set to the US, and Moss only retrieves policies that apply to that region. Watch."
+
+**[Connect. Panel shows the picker on US and `region: US + global`.]**
+
+## 2 · US answer (0:12–0:35)
+> "What's your return window?"
+
+**[Point at panel: the filter line + the retrieved US chunk.]**
+> "Thirty days. The panel shows the filter — region is US or global — and it pulled the
+> US returns policy. The EU policy is in the same index, but it was filtered out."
+
+## 3 · Switch region (0:35–1:05)
+**[Click EU in the picker — the filter line flips to `region: EU + global` instantly.]**
+> "Now I switch the same agent to the EU — no restart, just the filter. Same question."
+
+> "What's your return window?"
+
+> "Fourteen days — the EU right of withdrawal. Same index, same question, different answer,
+> because the metadata filter scoped retrieval to the right region."
+
+## 4 · Why it matters (1:05–1:25)
+> "That's one line of filter in the query. It's how you serve region-specific policies,
+> or isolate tenants, or gate content by plan — all from a single Moss index, evaluated
+> locally in milliseconds. Open source at github.com/usemoss/moss."
+
+---
+
+## The filter (for reference)
+```python
+QueryOptions(top_k=5, alpha=0.8,
+    filter={"field": "region", "condition": {"$in": ["EU", "all"]}})
+```
+
+## Try these too
+- "How much is shipping?" → US quotes dollars, EU quotes euros (with VAT).
+- A global question ("I forgot my password") → same answer in both regions (region = `all`).
diff --git a/moss-live-labs/examples/voice-agent/README.md b/moss-live-labs/examples/voice-agent/README.md
index 3130a67d..cb3fcb92 100644
--- a/moss-live-labs/examples/voice-agent/README.md
+++ b/moss-live-labs/examples/voice-agent/README.md
@@ -1,58 +1,86 @@
 # Voice Agent
 
-A voice assistant that answers questions using your Moss knowledge base. You talk to it, it searches your data, and responds out loud.
+A customer-support **voice agent** grounded in a Moss knowledge base, with a brand-styled
+web UI that shows Moss doing the retrieval live. You talk to it, it searches your data,
+and a side panel surfaces the exact chunks Moss returned (with match scores and query
+latency) for every turn.
+
+```
+Browser (web/)  ⟷  LiveKit room  ⟷  agent.py (STT → LLM → TTS)  ⟷  Moss (RAG)
+```
 
 ## What you need
 
-- A [Moss](https://moss.dev) account with a project and an index loaded with your data
-- A [LiveKit](https://livekit.io) account (or run it locally)
-- An [OpenAI](https://platform.openai.com) API key (for the AI responses)
-- A [Deepgram](https://deepgram.com) API key (for speech-to-text)
-- A [Cartesia](https://play.cartesia.ai) API key (for text-to-speech)
+- A [Moss](https://moss.dev) account (project ID + key)
+- [LiveKit](https://livekit.io) — local (`livekit-server --dev`) or [LiveKit Cloud](https://cloud.livekit.io)
+- [OpenAI](https://platform.openai.com) (LLM), [Deepgram](https://deepgram.com)
+  (speech-to-text), and [Cartesia](https://cartesia.ai) (text-to-speech) API keys
+- Python 3.14+ (`uv`) and Node 18.18+ (`npm`) for the web UI
 
 ## Setup
 
-1. Install dependencies:
+```bash
+uv sync
+cp .env.example .env          # fill in your Moss + provider keys
+uv run python agent.py download-files
+```
+
+`.env` keys: `MOSS_PROJECT_ID`, `MOSS_PROJECT_KEY`, `OPENAI_API_KEY`, `DEEPGRAM_API_KEY`, `CARTESIA_API_KEY`.
+For local LiveKit, leave the `LIVEKIT_*` values as-is; for LiveKit Cloud, set them to your
+project's URL/key/secret and copy the same three into `web/.env.local`. The index name
+defaults to `demo-customer_faqs` (override with `MOSS_INDEX_NAME`).
 
-   ```bash
-   uv sync
-   ```
+## 1. Seed the knowledge base
 
-2. Copy the env file and fill in your keys:
+Loads the sample support FAQs in `data/faqs.json` into a Moss index:
 
-   ```bash
-   cp .env.example .env
-   ```
+```bash
+uv run python seed_index.py
+```
 
-   Open `.env` and add:
+## 2. Run it
 
-   ```env
-   LIVEKIT_URL=ws://localhost:7880
-   LIVEKIT_API_KEY=devkey
-   LIVEKIT_API_SECRET=secret
+Open three terminals (skip terminal **a** if you are on LiveKit Cloud):
 
-   MOSS_PROJECT_ID=your-project-id
-   MOSS_PROJECT_KEY=your-project-key
-   MOSS_INDEX_NAME=your-index-name
+```bash
+# a) LiveKit server — local-dev only (skip when using LiveKit Cloud)
+livekit-server --dev
+
+# b) the agent (joins rooms automatically)
+uv run python agent.py dev
+
+# c) the web UI
+cd web
+npm install
+# create once; do not overwrite an existing Cloud-configured .env.local
+[ -f .env.local ] || cp .env.local.example .env.local
+npm run dev            # → http://127.0.0.1:3000 (loopback-only; `npm run dev:lan` enables LAN + ALLOW_REMOTE_TOKEN)
+```
 
-   OPENAI_API_KEY=...
-   DEEPGRAM_API_KEY=...
-   CARTESIA_API_KEY=...
-   ```
+Open http://127.0.0.1:3000, click **Start the demo**, and talk. The right-hand panel
+shows what Moss retrieves on each turn.
 
-3. Download the required model files:
+> Prefer no UI? `uv run python agent.py console` still works for a mic-only, terminal session.
+> For console-only demos you can set `MOSS_REGION=US` or `EU` in `.env`; the web UI picker
+> is authoritative when using the browser and overrides that default on connect.
 
-   ```bash
-   python agent.py download-files
-   ```
+## How the retrieval panel works
 
-## Run
+On each user turn, `agent.py` queries Moss and publishes the results to the LiveKit room
+on the `moss.retrieval` data channel:
 
-```bash
-python agent.py console
+```json
+{
+  "query": "string",
+  "docs": [{ "id": "string | null (optional)", "text": "string", "score": 0.0 }],
+  "took_ms": 0.0,
+  "region": "US | EU"
+}
 ```
 
-Speak into your microphone and the agent responds out loud.
+The web UI listens on that channel and renders them. The voice pipeline is otherwise untouched.
+
+See [`DEMO_SCRIPT_METADATA.md`](./DEMO_SCRIPT_METADATA.md) for a ready-to-record walkthrough.
 
 ## Resources
 
diff --git a/moss-live-labs/examples/voice-agent/agent.py b/moss-live-labs/examples/voice-agent/agent.py
index d85b6606..50aca3e0 100644
--- a/moss-live-labs/examples/voice-agent/agent.py
+++ b/moss-live-labs/examples/voice-agent/agent.py
@@ -1,6 +1,9 @@
+import json
 import logging
 import os
+import time
 from dotenv import load_dotenv
+from livekit import rtc
 from livekit.plugins import openai, deepgram, silero, cartesia
 from livekit.agents import (
     JobContext,
@@ -10,6 +13,7 @@
     ChatMessage,
     Agent,
     AgentSession,
+    StopResponse,
 )
 
 
@@ -22,71 +26,253 @@
 MOSS_PROJECT_ID = os.getenv("MOSS_PROJECT_ID")
 MOSS_PROJECT_KEY = os.getenv("MOSS_PROJECT_KEY")
 INDEX_NAME = os.getenv("MOSS_INDEX_NAME", "demo-customer_faqs")
+# Default region for console / no-UI runs. The web picker is authoritative when
+# the browser is connected and overrides this on moss.region.
+ALLOWED_REGIONS = {"US", "EU"}
+_region_env = os.getenv("MOSS_REGION", "US")
+if _region_env not in ALLOWED_REGIONS:
+    raise SystemExit(
+        f"Invalid MOSS_REGION={_region_env!r}. Allowed values: {sorted(ALLOWED_REGIONS)}."
+    )
+REGION = _region_env
+
+NO_MATCH_CONTEXT = (
+    "No relevant information was found. Say you don't have that detail "
+    "and offer to help with something else. Do not make up specifics."
+)
+
+# LiveKit reliable data packets are capped around 15 KiB; stay under that.
+_MAX_RETRIEVAL_BYTES = 14 * 1024
 
 logging.basicConfig(level=logging.INFO)
 logger = logging.getLogger("moss-agent")
 
 class MossSemanticRetrievalAgent(Agent):
 
-    def __init__(self, moss_client: MossClient):
+    def __init__(self, moss_client: MossClient, room: rtc.Room, region: str = REGION):
         super().__init__(
             instructions="""
-                You are a helpful customer support voice assistant.
-                You have access to a knowledge base which will be provided to you as context.
-                Always answer the user's question based on the provided context.
-                If the context doesn't contain the answer, politely say you don't know.
+                You are Northwind's customer support voice assistant, speaking directly to
+                one customer on a call. Answer naturally and concisely using ONLY the
+                knowledge-base context provided for the current question.
+
+                - Present policies as simply "our policy" — the customer's own. Never mention
+                  regions, "other regions", that policies vary by location, the knowledge
+                  base, filters, or how you look answers up.
+                - The context can change between questions; do not reuse facts or numbers from
+                  earlier in the conversation if they are not in the current context.
+                - If the current context doesn't answer the question, say you don't know and
+                  offer to help with something else.
+
+                Keep replies to a sentence or two, warm and clear for voice.
             """
         )
         self.moss = moss_client
+        self.room = room
+        self.region = region  # live-updated from the UI region picker
+        # Region updates that arrive while a turn/reply is in flight are deferred so the
+        # spoken answer stays aligned with the retrieval that already ran.
+        self._pending_region: str | None = None
+        self._turn_busy = False
+
+    def apply_region(self, region: str) -> None:
+        """Apply a UI region change, or queue it until the current reply finishes."""
+        if region not in ALLOWED_REGIONS:
+            return
+        session = getattr(self, "_session", None)
+        state = getattr(session, "agent_state", None) if session is not None else None
+        if self._turn_busy or state in ("thinking", "speaking"):
+            self._pending_region = region
+            logger.info(
+                "Region %s queued until current reply finishes (busy=%s state=%s)",
+                region,
+                self._turn_busy,
+                state,
+            )
+            return
+        self.region = region
+        self._pending_region = None
+        logger.info(f"Region filter set to {region}")
+
+    def flush_pending_region(self) -> None:
+        self._turn_busy = False
+        if self._pending_region is None:
+            return
+        self.region = self._pending_region
+        logger.info(f"Region filter set to {self.region} (applied after reply)")
+        self._pending_region = None
+
+    def _encode_retrieval_payload(self, query: str, docs: list, took_ms: float, region: str) -> bytes:
+        """Build a moss.retrieval JSON payload that fits LiveKit's reliable size limit."""
+        docs_out = [
+            {
+                "id": getattr(d, "id", None),
+                "text": d.text,
+                "score": float(getattr(d, "score", 0.0)),
+            }
+            for d in docs
+        ]
+        # Prefer highest-scoring docs if we must drop some for size.
+        docs_out.sort(key=lambda d: d["score"], reverse=True)
+
+        def encode(q: str, doc_list: list) -> bytes:
+            return json.dumps(
+                {
+                    "query": q,
+                    "docs": doc_list,
+                    "took_ms": round(took_ms, 2),
+                    "region": region,
+                },
+                ensure_ascii=False,
+            ).encode("utf-8")
+
+        q = query
+        raw = encode(q, docs_out)
+        while len(raw) > _MAX_RETRIEVAL_BYTES:
+            if docs_out:
+                last = docs_out[-1]
+                text = last.get("text") or ""
+                if len(text) > 120:
+                    last["text"] = text[: max(40, len(text) // 2)].rstrip() + "…"
+                else:
+                    docs_out.pop()
+                raw = encode(q, docs_out)
+                continue
+            if len(q) > 80:
+                q = q[: max(40, len(q) // 2)].rstrip() + "…"
+                raw = encode(q, docs_out)
+                continue
+            break
+
+        if len(raw) > _MAX_RETRIEVAL_BYTES:
+            logger.warning(
+                "moss.retrieval payload still %s bytes after truncation; publishing empty docs",
+                len(raw),
+            )
+            raw = encode(q[:80], [])
+        return raw
+
+    async def _publish_retrieval(
+        self,
+        query: str,
+        results,
+        fallback_ms: float,
+        region: str,
+    ) -> None:
+        """Send the retrieved chunks to the web UI over a LiveKit data channel."""
+        # Use Moss's own server-reported search time; fall back to wall-clock.
+        server_ms = getattr(results, "time_taken_ms", None) if results is not None else None
+        took_ms = float(server_ms) if server_ms is not None else fallback_ms
+        docs = list(results.docs) if results and getattr(results, "docs", None) else []
+        payload = self._encode_retrieval_payload(query, docs, took_ms, region)
+        try:
+            await self.room.local_participant.publish_data(
+                payload=payload,
+                reliable=True,
+                topic="moss.retrieval",
+            )
+        except Exception as e:
+            logger.warning(f"Failed to publish retrieval data: {e}")
+
+    async def _query_moss(self, user_query: str, region: str):
+        region_filter = {"field": "region", "condition": {"$in": [region, "all"]}}
+        t0 = time.perf_counter()
+        results = await self.moss.query(
+            INDEX_NAME,
+            user_query,
+            QueryOptions(top_k=5, alpha=0.8, filter=region_filter),
+        )
+        took_ms = (time.perf_counter() - t0) * 1000.0
+        return results, took_ms
 
     async def on_user_turn_completed(self, turn_ctx: ChatContext, new_message: ChatMessage) -> None:
         """
         Intercept user message -> Search Moss -> Inject Context -> Continue
         """
         user_query = new_message.text_content
+        if not user_query or not user_query.strip():
+            # ignore empty/interim transcription artifacts
+            raise StopResponse()
+
         logger.info(f"User asked: {user_query}")
+        self._turn_busy = True
+        region = self.region
 
         try:
-            # 1. Automatic Search 
-            results = await self.moss.query(
-                INDEX_NAME,
-                user_query,
-                QueryOptions(top_k=5, alpha=0.8)
-            )
-            
-            # 2. Context Injection
-            if results.docs:
+            # Snapshot region for this turn. Mid-turn picker changes are deferred via
+            # apply_region() until the reply finishes, so a single query/publish is enough.
+            results, took_ms = await self._query_moss(user_query, region)
+            await self._publish_retrieval(user_query, results, took_ms, region)
+
+            if results and results.docs:
                 context_str = "\n".join([f"- {d.text}" for d in results.docs])
-                injection = f"Relevant context from knowledge base:\n{context_str}\n\nUse this to answer the user."
-                
-                # Insert into chat history as a system message
+                injection = (
+                    f"Relevant information:\n{context_str}\n\n"
+                    "Answer using only this. Do not mention these notes or where they came from."
+                )
                 turn_ctx.add_message(role="system", content=injection)
-                logger.info(f"Injected context: {context_str[:100]}...")  # Log first 100 chars
+                logger.info(f"Injected context ({took_ms:.1f}ms): {context_str[:100]}...")
             else:
+                # No match: keep the agent from inventing an answer.
+                turn_ctx.add_message(role="system", content=NO_MATCH_CONTEXT)
                 logger.info("No relevant context found in Moss index")
-                
+
         except Exception as e:
             logger.error(f"Moss search failed: {e}", exc_info=True)
+            # Clear stale panel docs and keep the reply grounded when retrieval fails.
+            await self._publish_retrieval(user_query, None, 0.0, region)
+            turn_ctx.add_message(role="system", content=NO_MATCH_CONTEXT)
 
-        # 3. Proceed with standard generation
+        # Proceed with standard generation (_turn_busy cleared when agent returns to listening)
         await super().on_user_turn_completed(turn_ctx, new_message)
 
 
 async def entrypoint(ctx: JobContext):
+    if not MOSS_PROJECT_ID or not MOSS_PROJECT_KEY:
+        raise SystemExit(
+            "Missing MOSS_PROJECT_ID / MOSS_PROJECT_KEY. Copy .env.example to .env and fill them in."
+        )
+
+    # Register before connect so a UI region packet cannot arrive while we are offline
+    # to the topic (browser often publishes as soon as the agent participant appears).
+    pending_region = {"value": REGION}
+    agent_holder: dict[str, MossSemanticRetrievalAgent | None] = {"agent": None}
+
+    @ctx.room.on("data_received")
+    def _on_data(pkt: rtc.DataPacket):
+        if pkt.topic == "moss.region":
+            try:
+                r = json.loads(bytes(pkt.data).decode("utf-8")).get("region")
+                if r in ALLOWED_REGIONS:
+                    pending_region["value"] = r
+                    agent = agent_holder["agent"]
+                    if agent is not None:
+                        agent.apply_region(r)
+                    else:
+                        logger.info(f"Region filter pending until agent ready: {r}")
+                else:
+                    logger.warning(f"Ignoring unknown region {r!r} (allowed: {sorted(ALLOWED_REGIONS)})")
+            except Exception as e:
+                logger.warning(f"Bad region packet: {e}")
+
     await ctx.connect()
 
     # Initialize Moss
     moss_client = MossClient(project_id=MOSS_PROJECT_ID, project_key=MOSS_PROJECT_KEY)
-    
-    # Pre-load index
+
+    # Pre-load the index locally. This is required: region metadata filtering is
+    # only applied to locally loaded indexes (a cloud-fallback query silently
+    # ignores the filter), so a failed load must be fatal rather than a warning.
     try:
         await moss_client.load_index(INDEX_NAME)
         logger.info(f"Successfully loaded index: {INDEX_NAME}")
     except Exception as e:
-        logger.warning(f"Index not found or failed to load: {e}")
-        logger.warning("Moss queries will fail until the index is created. Run upload.py first.")
+        raise SystemExit(
+            f"Failed to load index '{INDEX_NAME}': {e}. Run seed_index.py first "
+            "(region metadata filtering needs the index loaded locally)."
+        )
 
-    # Create Session
+    # Keep the voice pipeline identical to the base example; this PR only adds retrieval/UI.
     session = AgentSession(
         stt=deepgram.STT(),
         llm=openai.LLM(model="gpt-4o"),
@@ -95,11 +281,24 @@ async def entrypoint(ctx: JobContext):
         turn_handling={"interruption": {"mode": "vad"}},
     )
 
+    agent = MossSemanticRetrievalAgent(moss_client, ctx.room, region=pending_region["value"])
+    agent._session = session  # used by apply_region to detect in-flight replies
+    agent_holder["agent"] = agent
+
+    @session.on("agent_state_changed")
+    def _on_agent_state(ev):
+        # Once the agent returns to listening, apply any region queued mid-reply.
+        if ev.new_state in ("listening", "idle"):
+            agent.flush_pending_region()
+
     # Start the session with our custom MossSemanticRetrievalAgent
-    await session.start(
-        agent=MossSemanticRetrievalAgent(moss_client),
-        room=ctx.room,
+    await session.start(agent=agent, room=ctx.room)
+
+    # Speak first, instantly — a fixed opener via say() skips the LLM round-trip.
+    await session.say(
+        "Thanks for calling Northwind support. How can I help you today?",
+        allow_interruptions=True,
     )
 
 if __name__ == "__main__":
-    cli.run_app(WorkerOptions(entrypoint_fnc=entrypoint))
\ No newline at end of file
+    cli.run_app(WorkerOptions(entrypoint_fnc=entrypoint))
diff --git a/moss-live-labs/examples/voice-agent/data/faqs.json b/moss-live-labs/examples/voice-agent/data/faqs.json
new file mode 100644
index 00000000..69bd4041
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/data/faqs.json
@@ -0,0 +1,128 @@
+[
+  {
+    "id": "returns-policy",
+    "category": "returns",
+    "region": "all",
+    "text": "For Northwind's standard (voluntary) returns program, eligible items can be returned for a refund when they are unworn, unwashed, and in their original packaging with tags attached — subject to your region's returns policy. In the EU, the separate 14-day statutory right of withdrawal is not lost merely because packaging or tags are missing; see the EU returns policy for statutory exceptions. Start a standard return from the Orders page in your account and print the prepaid label."
+  },
+  {
+    "id": "return-window-us",
+    "category": "returns",
+    "region": "US",
+    "text": "In the United States, the return window is 30 days from the delivery date. Holiday orders placed in November and December can be returned until January 31. Final-sale and clearance items cannot be returned."
+  },
+  {
+    "id": "return-window-eu",
+    "category": "returns",
+    "region": "EU",
+    "text": "In the EU, you have a 14-day right of withdrawal starting the day you receive the item, in line with EU consumer law. Return shipping on withdrawals is free. Statutory exceptions (for example sealed goods unsealed after delivery that are not suitable for return for health or hygiene reasons, or clearly personalized items) may apply; 'final sale' labeling alone does not remove the withdrawal right."
+  },
+  {
+    "id": "exchange-size",
+    "category": "returns",
+    "region": "all",
+    "text": "If an item doesn't fit, you can exchange it for a different size or color at no extra cost. Choose 'Exchange' instead of 'Refund' when you start the return, and we ship the replacement as soon as the original is scanned by the carrier."
+  },
+  {
+    "id": "refund-timing",
+    "category": "returns",
+    "region": "all",
+    "text": "Refunds are issued to your original payment method within 5 to 7 business days after we receive and inspect the returned item. You'll get an email confirmation when the refund is processed."
+  },
+  {
+    "id": "shipping-times",
+    "category": "shipping",
+    "region": "all",
+    "text": "Standard shipping takes 3 to 5 business days. Express shipping arrives in 2 business days, and overnight orders placed before 12pm local warehouse time (US Central / EU Central European Time for the fulfillment center serving your order) arrive the next business day. Orders are processed within 24 hours on business days."
+  },
+  {
+    "id": "shipping-cost-us",
+    "category": "shipping",
+    "region": "US",
+    "text": "In the United States, standard shipping is free on orders over 50 dollars, otherwise a flat 5.95 dollars. Express shipping is 12.95 dollars and overnight is 24.95 dollars."
+  },
+  {
+    "id": "shipping-cost-eu",
+    "category": "shipping",
+    "region": "EU",
+    "text": "In the EU, standard shipping is free on orders over 50 euros, otherwise a flat 4.95 euros. Express shipping is 11.95 euros. Prices include VAT."
+  },
+  {
+    "id": "international-shipping",
+    "category": "shipping",
+    "region": "all",
+    "text": "Northwind ships to over 40 countries. International delivery takes 7 to 14 business days. Duties and taxes are calculated at checkout so there are no surprise fees on delivery."
+  },
+  {
+    "id": "order-tracking",
+    "category": "orders",
+    "region": "all",
+    "text": "Once your order ships you'll receive a tracking number by email. You can also see live tracking on the Orders page in your account. Tracking updates can take up to 24 hours to appear after the label is created."
+  },
+  {
+    "id": "change-order",
+    "category": "orders",
+    "region": "all",
+    "text": "You can change or cancel an order within 60 minutes of placing it from the Orders page. After that the order enters fulfillment and can't be modified, but you can return it once it arrives."
+  },
+  {
+    "id": "change-address",
+    "category": "orders",
+    "region": "all",
+    "text": "To update the shipping address, edit the order within 60 minutes of checkout. If it's already being prepared, contact support and we'll try to reroute it with the carrier, though we can't guarantee a change once it has shipped."
+  },
+  {
+    "id": "duplicate-charge",
+    "category": "billing",
+    "region": "all",
+    "text": "If you see two charges for one order, one of them is almost always a temporary authorization hold that drops off in 3 to 5 business days. If both charges still post as completed, contact support with your order number and we'll refund the duplicate immediately."
+  },
+  {
+    "id": "payment-methods",
+    "category": "billing",
+    "region": "all",
+    "text": "We accept Visa, Mastercard, American Express, Discover, Apple Pay, Google Pay, and Northwind gift cards. Buy-now-pay-later is available through Affirm at checkout on larger orders."
+  },
+  {
+    "id": "promo-code",
+    "category": "billing",
+    "region": "all",
+    "text": "Enter promo codes in the 'Discount code' box at checkout. Only one code can be used per order, and codes can't be combined with clearance pricing. If a code won't apply, check the expiration date and any minimum-spend requirement."
+  },
+  {
+    "id": "account-password",
+    "category": "account",
+    "region": "all",
+    "text": "To reset your password, click 'Forgot password' on the sign-in page and we'll email you a reset link that's valid for one hour. If the email doesn't arrive, check spam or make sure you're using the address on file."
+  },
+  {
+    "id": "warranty-us",
+    "category": "product",
+    "region": "US",
+    "text": "In the United States, Northwind products carry a one-year limited warranty against manufacturing defects. If something fails under normal use within a year, we'll repair or replace it for free. Wear and tear and accidental damage aren't covered."
+  },
+  {
+    "id": "warranty-eu",
+    "category": "product",
+    "region": "EU",
+    "text": "In the EU, you have a minimum two-year legal guarantee when goods are not in conformity with the contract at delivery — including manufacturing defects and other lack-of-conformity issues (for example, goods that do not match the description, are unfit for their normal purpose, or lack advertised qualities). Remedies are repair or replacement in the first instance; if that is impossible or fails, you are entitled to an appropriate price reduction or, except where the lack of conformity is minor, a contract termination refund. Wear and tear and accidental damage after delivery are not covered by this guarantee."
+  },
+  {
+    "id": "damaged-item",
+    "category": "product",
+    "region": "all",
+    "text": "If your item arrives damaged or defective, contact us within 14 days with a photo and your order number. We'll send a replacement right away and cover return shipping on the damaged item, no need to wait for a refund."
+  },
+  {
+    "id": "gift-cards",
+    "category": "billing",
+    "region": "all",
+    "text": "Digital gift cards are delivered by email within minutes and never expire. They can be used across multiple orders, and any remaining balance stays on the card. Gift cards can't be redeemed for cash except where required by law."
+  },
+  {
+    "id": "support-hours",
+    "category": "support",
+    "region": "all",
+    "text": "Northwind support is available by chat and email 7 days a week, from 8am to 8pm in your local time. Phone support runs Monday through Friday, 9am to 6pm local time. Most email replies go out within a few hours."
+  }
+]
diff --git a/moss-live-labs/examples/voice-agent/seed_index.py b/moss-live-labs/examples/voice-agent/seed_index.py
new file mode 100644
index 00000000..bef5e0aa
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/seed_index.py
@@ -0,0 +1,62 @@
+"""Seed the Moss index the voice agent queries.
+
+Loads data/faqs.json into a Moss index so the agent has a knowledge base to
+retrieve from. Run this once before starting the agent:
+
+    python seed_index.py
+"""
+
+import asyncio
+import json
+import logging
+import os
+from pathlib import Path
+
+from dotenv import load_dotenv
+from moss import MossClient, DocumentInfo
+
+load_dotenv()
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger("moss-seed")
+
+MOSS_PROJECT_ID = os.getenv("MOSS_PROJECT_ID")
+MOSS_PROJECT_KEY = os.getenv("MOSS_PROJECT_KEY")
+INDEX_NAME = os.getenv("MOSS_INDEX_NAME", "demo-customer_faqs")
+
+FAQS_PATH = Path(__file__).parent / "data" / "faqs.json"
+
+
+async def main() -> None:
+    if not MOSS_PROJECT_ID or not MOSS_PROJECT_KEY:
+        raise SystemExit(
+            "Missing MOSS_PROJECT_ID / MOSS_PROJECT_KEY. Copy .env.example to .env and fill them in."
+        )
+
+    faqs = json.loads(FAQS_PATH.read_text(encoding="utf-8"))
+    docs = [
+        DocumentInfo(
+            id=f["id"],
+            text=f["text"],
+            metadata={"category": f.get("category", ""), "region": f.get("region", "all")},
+        )
+        for f in faqs
+    ]
+
+    client = MossClient(project_id=MOSS_PROJECT_ID, project_key=MOSS_PROJECT_KEY)
+
+    logger.info(f"Creating index '{INDEX_NAME}' with {len(docs)} documents...")
+    try:
+        await client.create_index(INDEX_NAME, docs)
+        logger.info("Index created. The agent can now answer from this knowledge base.")
+    except Exception as e:
+        logger.error(f"Failed to create index: {e}")
+        logger.error(
+            "If the index already exists, delete it in the Moss portal (or use a new "
+            "MOSS_INDEX_NAME) and run this again."
+        )
+        raise
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/moss-live-labs/examples/voice-agent/web/.env.local.example b/moss-live-labs/examples/voice-agent/web/.env.local.example
new file mode 100644
index 00000000..d80915d7
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/.env.local.example
@@ -0,0 +1,15 @@
+LIVEKIT_URL=ws://localhost:7880
+LIVEKIT_API_KEY=devkey
+LIVEKIT_API_SECRET=secret
+
+# Optional: allow token minting for non-loopback clients.
+# `npm run dev:lan` sets this automatically — you do not need TRUST_PROXY for LAN access.
+# ALLOW_REMOTE_TOKEN=1
+
+# Reverse-proxy mode (optional). Origin must not be publicly reachable.
+# TRUSTED_PROXIES is required when TRUST_PROXY=1 — only those immediate peers may
+# supply forwarded client IPs. Use "loopback" and/or concrete proxy addresses.
+#   TRUST_PROXY=1
+#   TRUSTED_PROXIES=loopback,10.0.0.2
+#   TRUST_PROXY_HEADER=x-forwarded-for   # default; or x-real-ip (overwrite strategy)
+#   TRUSTED_PROXY_HOPS=1
diff --git a/moss-live-labs/examples/voice-agent/web/.gitignore b/moss-live-labs/examples/voice-agent/web/.gitignore
new file mode 100644
index 00000000..a680367e
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/.gitignore
@@ -0,0 +1 @@
+.next
diff --git a/moss-live-labs/examples/voice-agent/web/app/api/token/route.ts b/moss-live-labs/examples/voice-agent/web/app/api/token/route.ts
new file mode 100644
index 00000000..ad92f1a8
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/app/api/token/route.ts
@@ -0,0 +1,50 @@
+import { NextResponse } from "next/server";
+import { AccessToken, TrackSource, type VideoGrant } from "livekit-server-sdk";
+import {
+  assertLocalDevOnly,
+  configFromEnv,
+  immediatePeerFromRequest,
+} from "@/lib/tokenGuard";
+
+// Copy web/.env.local.example to web/.env.local to get the `livekit-server --dev` defaults.
+const LIVEKIT_URL = process.env.LIVEKIT_URL;
+const API_KEY = process.env.LIVEKIT_API_KEY;
+const API_SECRET = process.env.LIVEKIT_API_SECRET;
+const TOKEN_GUARD = configFromEnv();
+
+export const revalidate = 0;
+
+// Local-dev demo: mint tokens only for loopback-bound servers unless explicitly opted in.
+export async function GET(request: Request) {
+  const denied = assertLocalDevOnly(request, TOKEN_GUARD, immediatePeerFromRequest(request));
+  if (denied) return denied;
+
+  try {
+    if (!LIVEKIT_URL) throw new Error("LIVEKIT_URL is not defined");
+    if (!API_KEY) throw new Error("LIVEKIT_API_KEY is not defined");
+    if (!API_SECRET) throw new Error("LIVEKIT_API_SECRET is not defined");
+
+    // collision-resistant so concurrent visitors never share a room (and its audio / moss.retrieval data)
+    const roomName = `support-demo-${crypto.randomUUID()}`;
+    const identity = `user-${crypto.randomUUID()}`;
+
+    const at = new AccessToken(API_KEY, API_SECRET, { identity, name: "You", ttl: "15m" });
+    const grant: VideoGrant = {
+      room: roomName,
+      roomJoin: true,
+      canPublish: true, // publish mic
+      canPublishSources: [TrackSource.MICROPHONE],
+      canPublishData: true,
+      canSubscribe: true,
+    };
+    at.addGrant(grant);
+
+    return NextResponse.json(
+      { serverUrl: LIVEKIT_URL, participantToken: await at.toJwt() },
+      { headers: { "Cache-Control": "no-store" } },
+    );
+  } catch (error) {
+    console.error("token generation failed", error);
+    return new NextResponse("Failed to generate token", { status: 500 });
+  }
+}
diff --git a/moss-live-labs/examples/voice-agent/web/app/globals.css b/moss-live-labs/examples/voice-agent/web/app/globals.css
new file mode 100644
index 00000000..db91c108
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/app/globals.css
@@ -0,0 +1,397 @@
+:root {
+  --bg: #0f1410;
+  --panel: #131a14;
+  --panel-soft: #0c110d;
+  --text: #f1f1f1;
+  --muted: #8b978c;
+  /* ~4.5:1+ against --panel so idle/labels/empty states stay readable */
+  --faint: #7d887c;
+  --sage: #7ea97e;
+  --mint: #abe6c7;
+  --lime: #e6f1a8;
+  --border: rgba(171, 230, 199, 0.14);
+  --dot: rgba(126, 169, 126, 0.12);
+  --font-sans: var(--font-geist-sans), ui-sans-serif, system-ui, sans-serif;
+  --font-mono: var(--font-geist-mono), ui-monospace, monospace;
+}
+
+* {
+  box-sizing: border-box;
+}
+
+html,
+body {
+  margin: 0;
+  padding: 0;
+  height: 100%;
+}
+
+body {
+  background-color: var(--bg);
+  background-image: radial-gradient(var(--dot) 1.5px, transparent 1.5px);
+  background-size: 40px 40px;
+  color: var(--text);
+  font-family: var(--font-sans);
+  -webkit-font-smoothing: antialiased;
+}
+
+.app {
+  height: 100vh;
+  height: 100dvh;
+  max-height: 100vh;
+  max-height: 100dvh;
+  min-height: 0;
+  overflow: hidden;
+  display: flex;
+  flex-direction: column;
+  max-width: 1280px;
+  margin: 0 auto;
+  padding: 24px;
+  gap: 20px;
+}
+
+/* ---- header ---- */
+.header {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  padding-bottom: 6px;
+}
+.brand {
+  display: flex;
+  align-items: center;
+  gap: 14px;
+}
+.brand img {
+  height: 30px;
+  width: auto;
+}
+.brand .divider {
+  width: 1px;
+  height: 22px;
+  background: var(--border);
+}
+.brand .title {
+  font-size: 15px;
+  color: var(--muted);
+  letter-spacing: 0.2px;
+}
+.status {
+  display: flex;
+  align-items: center;
+  gap: 9px;
+  font-family: var(--font-mono);
+  font-size: 13px;
+  color: var(--muted);
+  text-transform: uppercase;
+  letter-spacing: 1.5px;
+}
+.status .dot {
+  width: 9px;
+  height: 9px;
+  border-radius: 50%;
+  background: var(--faint);
+}
+.status.live .dot {
+  background: var(--mint);
+  box-shadow: 0 0 10px var(--mint);
+}
+
+/* ---- main split ---- */
+.main {
+  flex: 1;
+  display: grid;
+  grid-template-columns: 1fr 1fr;
+  gap: 20px;
+  min-height: 0;
+  overflow: hidden;
+}
+@media (max-width: 900px) {
+  .app {
+    height: auto;
+    max-height: none;
+    overflow: visible;
+  }
+  .main {
+    grid-template-columns: 1fr;
+    overflow: visible;
+  }
+}
+
+.card {
+  background: var(--panel);
+  border: 1px solid var(--border);
+  border-radius: 20px;
+  padding: 22px;
+  display: flex;
+  flex-direction: column;
+  min-height: 0;
+}
+
+/* ---- agent side ---- */
+.agent {
+  align-items: center;
+  gap: 18px;
+}
+.orb {
+  width: 100%;
+  height: 190px;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+}
+.agent-state {
+  font-family: var(--font-mono);
+  font-size: 13px;
+  letter-spacing: 2px;
+  text-transform: uppercase;
+  color: var(--mint);
+}
+.agent-state.idle {
+  color: var(--faint);
+}
+.agent-state.failed {
+  color: var(--faint);
+}
+
+/* transcript */
+.transcript {
+  width: 100%;
+  flex: 1;
+  overflow-y: auto;
+  display: flex;
+  flex-direction: column;
+  gap: 12px;
+  padding: 6px 2px;
+}
+.turn {
+  display: flex;
+  flex-direction: column;
+  gap: 3px;
+}
+.turn .who {
+  font-family: var(--font-mono);
+  font-size: 11px;
+  letter-spacing: 1.5px;
+  text-transform: uppercase;
+  color: var(--faint);
+}
+.turn.user .who {
+  color: var(--sage);
+}
+.turn.agent .who {
+  color: var(--mint);
+}
+.turn .text {
+  font-size: 17px;
+  line-height: 1.5;
+  color: var(--text);
+}
+.transcript-empty {
+  margin: auto;
+  color: var(--faint);
+  font-size: 15px;
+  text-align: center;
+}
+
+/* ---- retrieval side ---- */
+.retrieval-head {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  flex-wrap: wrap;
+  gap: 10px;
+  font-family: var(--font-mono);
+  font-size: 13px;
+  letter-spacing: 3px;
+  text-transform: uppercase;
+  color: var(--mint);
+  margin-bottom: 4px;
+}
+.retrieval-head .diamond {
+  width: 12px;
+  height: 12px;
+  background: var(--mint);
+  border-radius: 2px;
+  rotate: 45deg;
+}
+.retrieval-query {
+  font-size: 18px;
+  color: var(--text);
+  margin: 14px 0 6px;
+  min-height: 27px;
+  overflow-wrap: anywhere;
+}
+.retrieval-query .label {
+  font-family: var(--font-mono);
+  font-size: 13px;
+  color: var(--faint);
+  margin-right: 8px;
+}
+.chunks {
+  flex: 1;
+  overflow-y: auto;
+  display: flex;
+  flex-direction: column;
+  gap: 10px;
+  margin-top: 8px;
+}
+.chunk {
+  background: var(--panel-soft);
+  border: 1px solid var(--border);
+  border-radius: 12px;
+  padding: 12px 14px;
+  display: flex;
+  flex-direction: column;
+  gap: 8px;
+}
+.chunk .top {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  gap: 12px;
+}
+.chunk .score {
+  font-family: var(--font-mono);
+  font-size: 13px;
+  color: var(--mint);
+}
+.chunk .bar {
+  flex: 1;
+  height: 4px;
+  border-radius: 3px;
+  background: rgba(171, 230, 199, 0.12);
+  overflow: hidden;
+}
+.chunk .bar > span {
+  display: block;
+  height: 100%;
+  background: var(--mint);
+  border-radius: 3px;
+}
+.chunk .text {
+  font-size: 14px;
+  line-height: 1.45;
+  color: var(--muted);
+  overflow-wrap: anywhere;
+}
+.retrieval-foot {
+  font-family: var(--font-mono);
+  font-size: 13px;
+  color: var(--muted);
+  margin-top: 12px;
+  display: flex;
+  gap: 8px;
+  align-items: center;
+}
+.retrieval-foot .ms {
+  color: var(--mint);
+}
+.retrieval-empty {
+  margin: auto;
+  color: var(--faint);
+  font-size: 15px;
+  text-align: center;
+  max-width: 260px;
+  line-height: 1.5;
+}
+
+/* ---- footer ---- */
+.footer {
+  display: flex;
+  flex-wrap: wrap;
+  align-items: center;
+  justify-content: center;
+  gap: 20px;
+  font-family: var(--font-mono);
+  font-size: 13px;
+  color: var(--muted);
+}
+.footer a {
+  color: var(--muted);
+  text-decoration: none;
+}
+.footer a:hover {
+  color: var(--mint);
+}
+.footer .sep {
+  color: var(--faint);
+}
+
+/* ---- connect screen ---- */
+.connect {
+  flex: 1;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  text-align: center;
+  gap: 26px;
+}
+.connect h1 {
+  font-size: 46px;
+  font-weight: 700;
+  letter-spacing: -1.5px;
+  margin: 0;
+  max-width: 720px;
+  line-height: 1.1;
+}
+.connect h1 .accent {
+  color: var(--mint);
+}
+.connect p {
+  color: var(--muted);
+  font-size: 18px;
+  margin: 0;
+  max-width: 520px;
+  line-height: 1.5;
+}
+.btn {
+  font-family: var(--font-sans);
+  font-size: 17px;
+  font-weight: 600;
+  color: var(--bg);
+  background: var(--mint);
+  border: none;
+  border-radius: 999px;
+  padding: 15px 34px;
+  cursor: pointer;
+  transition: transform 0.12s ease, opacity 0.12s ease;
+}
+.btn:hover:not(:disabled) {
+  transform: translateY(-1px);
+}
+.btn:disabled {
+  opacity: 0.6;
+  cursor: default;
+}
+
+/* ---- LiveKit overrides ---- */
+.lk-audio-bar {
+  background-color: var(--mint) !important;
+}
+.orb .lk-audio-visualizer,
+.orb [data-lk-va-state] {
+  width: 100%;
+  height: 100%;
+}
+.lk-agent-control-bar,
+.lk-control-bar {
+  border: none !important;
+  background: transparent !important;
+  padding: 0 !important;
+  justify-content: center;
+  gap: 10px;
+}
+.lk-button {
+  background: var(--panel-soft) !important;
+  color: var(--text) !important;
+  border: 1px solid var(--border) !important;
+  border-radius: 999px !important;
+}
+.lk-button:hover {
+  border-color: var(--mint) !important;
+}
+.lk-button.lk-button-menu[data-lk-enabled="true"] {
+  color: var(--mint) !important;
+}
diff --git a/moss-live-labs/examples/voice-agent/web/app/layout.tsx b/moss-live-labs/examples/voice-agent/web/app/layout.tsx
new file mode 100644
index 00000000..5b22d909
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/app/layout.tsx
@@ -0,0 +1,18 @@
+import type { Metadata } from "next";
+import { GeistSans } from "geist/font/sans";
+import { GeistMono } from "geist/font/mono";
+import "@livekit/components-styles";
+import "./globals.css";
+
+export const metadata: Metadata = {
+  title: "Moss · Support Voice Agent",
+  description: "A customer-support voice agent grounded in a Moss knowledge base.",
+};
+
+export default function RootLayout({ children }: { children: React.ReactNode }) {
+  return (
+    <html lang="en" className={`${GeistSans.variable} ${GeistMono.variable}`}>
+      <body>{children}</body>
+    </html>
+  );
+}
diff --git a/moss-live-labs/examples/voice-agent/web/app/page.tsx b/moss-live-labs/examples/voice-agent/web/app/page.tsx
new file mode 100644
index 00000000..d0f95640
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/app/page.tsx
@@ -0,0 +1,118 @@
+"use client";
+
+import { useCallback, useRef, useState } from "react";
+import { LiveKitRoom, RoomAudioRenderer } from "@livekit/components-react";
+import { AgentSide } from "@/components/AgentSide";
+import { RetrievalPanel } from "@/components/RetrievalPanel";
+
+type Conn = { serverUrl: string; participantToken: string };
+
+const TOKEN_TIMEOUT_MS = 12_000;
+
+export default function Page() {
+  const [conn, setConn] = useState<Conn | null>(null);
+  const [connecting, setConnecting] = useState(false);
+  const [roomLive, setRoomLive] = useState(false);
+  const abortRef = useRef<AbortController | null>(null);
+
+  const connect = useCallback(async () => {
+    abortRef.current?.abort();
+    const controller = new AbortController();
+    abortRef.current = controller;
+    const timeout = window.setTimeout(() => controller.abort(), TOKEN_TIMEOUT_MS);
+
+    setConnecting(true);
+    try {
+      const res = await fetch("/api/token", { signal: controller.signal });
+      if (!res.ok) throw new Error(await res.text());
+      const data = (await res.json()) as Conn;
+      setRoomLive(false);
+      setConn(data);
+    } catch (err) {
+      if (controller.signal.aborted) {
+        console.error("token request timed out or was cancelled", err);
+        alert("Connecting timed out. Is the app running and LiveKit reachable?");
+      } else {
+        console.error("failed to get token", err);
+        alert("Could not reach the token endpoint. Is the app running and LiveKit reachable?");
+      }
+    } finally {
+      window.clearTimeout(timeout);
+      setConnecting(false);
+    }
+  }, []);
+
+  const statusLabel = roomLive ? "live" : conn ? "connecting" : "offline";
+
+  return (
+    <div className="app">
+      <header className="header">
+        <div className="brand">
+          {/* eslint-disable-next-line @next/next/no-img-element */}
+          <img src="/moss-wordmark.svg" alt="Moss" />
+          <span className="divider" />
+          <span className="title">Northwind Support · voice agent</span>
+        </div>
+        <div className={`status ${roomLive ? "live" : ""}`} role="status" aria-live="polite">
+          <span className="dot" />
+          {statusLabel}
+        </div>
+      </header>
+
+      {conn ? (
+        <LiveKitRoom
+          className="main"
+          role="main"
+          serverUrl={conn.serverUrl}
+          token={conn.participantToken}
+          connect
+          audio
+          video={false}
+          onConnected={() => setRoomLive(true)}
+          onDisconnected={() => {
+            setRoomLive(false);
+            setConn(null);
+          }}
+          onError={(err) => {
+            console.error("LiveKit room error", err);
+            alert(
+              err?.message?.toLowerCase().includes("permission") ||
+                err?.message?.toLowerCase().includes("device")
+                ? "Microphone access failed. Allow mic permission and try again."
+                : `Connection error: ${err?.message ?? "unknown"}. Disconnect and retry.`,
+            );
+          }}
+        >
+          <AgentSide />
+          <RetrievalPanel />
+          <RoomAudioRenderer />
+        </LiveKitRoom>
+      ) : (
+        <main className="main" style={{ gridTemplateColumns: "1fr" }}>
+          <div className="card connect">
+            <h1>
+              Talk to a support agent that <span className="accent">actually knows</span> the answers.
+            </h1>
+            <p>
+              Grounded in a Moss knowledge base. Ask a question out loud and watch Moss retrieve the
+              answer live, on-device, in milliseconds.
+            </p>
+            <button className="btn" onClick={connect} disabled={connecting}>
+              {connecting ? "Connecting…" : "Start the demo"}
+            </button>
+          </div>
+        </main>
+      )}
+
+      <footer className="footer">
+        <a href="https://docs.moss.dev" target="_blank" rel="noreferrer">
+          docs.moss.dev
+        </a>
+        <span className="sep">·</span>
+        <a href="https://github.com/usemoss/moss" target="_blank" rel="noreferrer">
+          github.com/usemoss/moss
+        </a>
+      </footer>
+    </div>
+  );
+}
diff --git a/moss-live-labs/examples/voice-agent/web/components/AgentSide.tsx b/moss-live-labs/examples/voice-agent/web/components/AgentSide.tsx
new file mode 100644
index 00000000..5c606bc2
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/components/AgentSide.tsx
@@ -0,0 +1,44 @@
+"use client";
+
+import {
+  BarVisualizer,
+  VoiceAssistantControlBar,
+  useVoiceAssistant,
+} from "@livekit/components-react";
+import { Transcript } from "./Transcript";
+
+const STATE_LABEL: Record<string, string> = {
+  listening: "listening",
+  thinking: "thinking",
+  speaking: "speaking",
+  connecting: "connecting",
+  initializing: "warming up",
+  "pre-connect-buffering": "buffering",
+  idle: "idle",
+  disconnected: "disconnected",
+  failed: "failed",
+};
+
+export function AgentSide() {
+  const { state, audioTrack } = useVoiceAssistant();
+  const label = STATE_LABEL[state] ?? state;
+  const inactive =
+    state === "idle" || state === "disconnected" || state === "failed";
+
+  return (
+    <div className="card agent">
+      <div className="orb">
+        <BarVisualizer state={state} barCount={7} track={audioTrack} />
+      </div>
+      <div
+        className={`agent-state ${inactive ? "idle" : ""} ${state === "failed" ? "failed" : ""}`}
+        role="status"
+        aria-live="polite"
+      >
+        {label}
+      </div>
+      <Transcript />
+      <VoiceAssistantControlBar />
+    </div>
+  );
+}
diff --git a/moss-live-labs/examples/voice-agent/web/components/RetrievalPanel.tsx b/moss-live-labs/examples/voice-agent/web/components/RetrievalPanel.tsx
new file mode 100644
index 00000000..f72cf0fc
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/components/RetrievalPanel.tsx
@@ -0,0 +1,232 @@
+"use client";
+
+import { useCallback, useEffect, useRef, useState } from "react";
+import {
+  useDataChannel,
+  useRoomContext,
+  useConnectionState,
+} from "@livekit/components-react";
+import { ConnectionState, RoomEvent } from "livekit-client";
+import type { RetrievalDoc, RetrievalPayload } from "@/lib/types";
+
+const REGIONS = ["US", "EU"] as const;
+type Region = (typeof REGIONS)[number];
+
+function isRetrievalDoc(value: unknown): value is RetrievalDoc {
+  if (!value || typeof value !== "object") return false;
+  const doc = value as Record<string, unknown>;
+  const idOk =
+    doc.id === undefined || doc.id === null || typeof doc.id === "string";
+  return idOk && typeof doc.text === "string" && typeof doc.score === "number";
+}
+
+function parseRetrievalPayload(value: unknown): RetrievalPayload | null {
+  if (!value || typeof value !== "object") return null;
+  const raw = value as Record<string, unknown>;
+  if (typeof raw.query !== "string") return null;
+  if (!Array.isArray(raw.docs) || !raw.docs.every(isRetrievalDoc)) return null;
+  if (typeof raw.took_ms !== "number" || Number.isNaN(raw.took_ms)) return null;
+  if (typeof raw.region !== "string" || !raw.region) return null;
+  return {
+    query: raw.query,
+    docs: raw.docs,
+    took_ms: raw.took_ms,
+    region: raw.region,
+  };
+}
+
+// Shows what Moss retrieved for the latest turn, plus a region picker that
+// live-updates the metadata filter the agent applies (no restart needed).
+export function RetrievalPanel() {
+  const room = useRoomContext();
+  const connState = useConnectionState();
+  const [data, setData] = useState<RetrievalPayload | null>(null);
+  const [region, setRegion] = useState<Region>("US");
+  const [regionError, setRegionError] = useState<string | null>(null);
+  // Filter/display region — updated immediately on click so stale chunks never
+  // appear under the wrong label while publish is in flight.
+  const filterRegionRef = useRef<Region>("US");
+  const committedRegionRef = useRef<Region>("US");
+  // Monotonic id so only the latest select/sync callback may mutate UI state.
+  const opIdRef = useRef(0);
+  const publishChainRef = useRef(Promise.resolve());
+
+  useDataChannel(
+    "moss.retrieval",
+    useCallback((msg: { payload: Uint8Array }) => {
+      try {
+        const parsed = parseRetrievalPayload(
+          JSON.parse(new TextDecoder().decode(msg.payload)),
+        );
+        if (!parsed) {
+          console.error("invalid moss.retrieval payload shape");
+          return;
+        }
+        // region is mandatory — drop mismatches (and never accept untagged payloads).
+        if (parsed.region !== filterRegionRef.current) return;
+        setData(parsed);
+      } catch (err) {
+        console.error("failed to parse moss.retrieval payload", err);
+      }
+    }, []),
+  );
+
+  const publishRegion = useCallback(
+    async (r: Region): Promise<boolean> => {
+      try {
+        await room.localParticipant?.publishData(
+          new TextEncoder().encode(JSON.stringify({ region: r })),
+          { reliable: true, topic: "moss.region" },
+        );
+        return true;
+      } catch (err) {
+        console.error("failed to publish region", err);
+        return false;
+      }
+    },
+    [room],
+  );
+
+  const runRegionOp = useCallback(
+    (r: Region, opts: { clearResults: boolean; failMessage: string }) => {
+      const opId = ++opIdRef.current;
+      filterRegionRef.current = r;
+      setRegion(r);
+      setRegionError(null);
+      if (opts.clearResults) setData(null);
+
+      publishChainRef.current = publishChainRef.current
+        .catch(() => undefined)
+        .then(async () => {
+          // Always run the publish (chain serializes). Record successful agent
+          // sync even if a newer op has superseded this one for UI updates.
+          const ok = await publishRegion(r);
+          if (ok) {
+            committedRegionRef.current = r;
+          }
+
+          if (opId !== opIdRef.current) return;
+
+          if (!ok) {
+            // Roll back to whatever the agent last successfully accepted.
+            const rollback = committedRegionRef.current;
+            filterRegionRef.current = rollback;
+            setRegion(rollback);
+            setRegionError(opts.failMessage);
+            return;
+          }
+
+          filterRegionRef.current = r;
+          setRegion(r);
+          setRegionError(null);
+        });
+    },
+    [publishRegion],
+  );
+
+  // Sync the agent to the picker whenever we connect or the agent joins.
+  useEffect(() => {
+    if (connState !== ConnectionState.Connected) return;
+    const sync = () => {
+      // Re-send the UI's current selection (may be in-flight), not only the last commit,
+      // so an agent join during a pending EU switch cannot overwrite it back to US.
+      runRegionOp(filterRegionRef.current, {
+        clearResults: false,
+        failMessage: "Couldn't sync region with the agent — try again.",
+      });
+    };
+    sync();
+    const onParticipant = () => sync();
+    room.on(RoomEvent.ParticipantConnected, onParticipant);
+    return () => {
+      room.off(RoomEvent.ParticipantConnected, onParticipant);
+    };
+  }, [connState, runRegionOp, room]);
+
+  const selectRegion = (r: Region) => {
+    if (r === region) return;
+    runRegionOp(r, {
+      clearResults: true,
+      failMessage: "Couldn't update region — try again.",
+    });
+  };
+
+  return (
+    <div className="card">
+      <div className="retrieval-head">
+        <span style={{ display: "flex", alignItems: "center", gap: 10 }}>
+          <span className="diamond" />
+          Moss · knowledge base
+        </span>
+        <span style={{ display: "flex", border: "1px solid var(--border)", borderRadius: 999, overflow: "hidden" }}>
+          {REGIONS.map((r) => (
+            <button
+              key={r}
+              type="button"
+              aria-pressed={region === r}
+              onClick={() => selectRegion(r)}
+              style={{
+                padding: "6px 18px",
+                border: "none",
+                cursor: "pointer",
+                fontFamily: "var(--font-mono)",
+                fontSize: 14,
+                letterSpacing: 1,
+                background: region === r ? "var(--mint)" : "transparent",
+                color: region === r ? "var(--bg)" : "var(--muted)",
+                fontWeight: region === r ? 600 : 400,
+              }}
+            >
+              {r}
+            </button>
+          ))}
+        </span>
+      </div>
+
+      <div style={{ fontFamily: "var(--font-mono)", fontSize: 13, color: "var(--sage)", marginTop: 8, letterSpacing: 0.3 }}>
+        region: {region} + global
+      </div>
+      {regionError ? (
+        <div role="alert" style={{ fontFamily: "var(--font-mono)", fontSize: 12, color: "#e8a0a0", marginTop: 6 }}>
+          {regionError}
+        </div>
+      ) : null}
+
+      {data ? (
+        <>
+          <div className="retrieval-query">
+            <span className="label">query</span>
+            {data.query}
+          </div>
+          <div className="chunks">
+            {data.docs.map((doc, i) => {
+              const pct = Math.max(0, Math.min(1, doc.score)) * 100;
+              return (
+                <div className="chunk" key={doc.id ?? i}>
+                  <div className="top">
+                    <div className="bar">
+                      <span style={{ width: `${pct}%` }} />
+                    </div>
+                    <span className="score">{doc.score.toFixed(2)}</span>
+                  </div>
+                  <div className="text">{doc.text}</div>
+                </div>
+              );
+            })}
+          </div>
+          <div className="retrieval-foot">
+            <span className="ms">{data.took_ms.toFixed(1)}ms</span>
+            <span>·</span>
+            <span>
+              {data.docs.length} result{data.docs.length === 1 ? "" : "s"} · on-device
+            </span>
+          </div>
+        </>
+      ) : (
+        <div className="retrieval-empty">
+          Pick a region, then ask the agent a question. The chunks Moss retrieves for that region appear here.
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/moss-live-labs/examples/voice-agent/web/components/Transcript.tsx b/moss-live-labs/examples/voice-agent/web/components/Transcript.tsx
new file mode 100644
index 00000000..4023f348
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/components/Transcript.tsx
@@ -0,0 +1,84 @@
+"use client";
+
+import { useEffect, useRef, useState } from "react";
+import { useRoomContext } from "@livekit/components-react";
+import { RoomEvent, type TranscriptionSegment, type Participant } from "livekit-client";
+
+type Turn = { id: string; text: string; isUser: boolean };
+
+const MAX_TURNS = 100;
+
+// Renders live STT (user) + TTS (agent) transcriptions. Keyed by segment id so
+// interim results update in place; object insertion order preserves turn order.
+export function Transcript() {
+  const room = useRoomContext();
+  const [turns, setTurns] = useState<Record<string, Turn>>({});
+  const containerRef = useRef<HTMLDivElement>(null);
+  const stickToBottomRef = useRef(true);
+
+  useEffect(() => {
+    const onTranscription = (segments: TranscriptionSegment[], participant?: Participant) => {
+      setTurns((prev) => {
+        const next = { ...prev };
+        for (const seg of segments) {
+          const text = seg.text;
+          if (!text.trim()) {
+            // Drop blank interim artifacts so they never consume the history cap.
+            delete next[seg.id];
+            continue;
+          }
+          next[seg.id] = { id: seg.id, text, isUser: Boolean(participant?.isLocal) };
+        }
+        const ids = Object.keys(next);
+        if (ids.length > MAX_TURNS) {
+          for (const id of ids.slice(0, ids.length - MAX_TURNS)) delete next[id];
+        }
+        return next;
+      });
+    };
+    room.on(RoomEvent.TranscriptionReceived, onTranscription);
+    return () => {
+      room.off(RoomEvent.TranscriptionReceived, onTranscription);
+    };
+  }, [room]);
+
+  const ordered = Object.values(turns);
+
+  useEffect(() => {
+    const el = containerRef.current;
+    if (!el) return;
+    const onScroll = () => {
+      const distanceFromBottom = el.scrollHeight - el.scrollTop - el.clientHeight;
+      stickToBottomRef.current = distanceFromBottom < 80;
+    };
+    el.addEventListener("scroll", onScroll, { passive: true });
+    return () => el.removeEventListener("scroll", onScroll);
+  }, []);
+
+  useEffect(() => {
+    const el = containerRef.current;
+    if (!el || !stickToBottomRef.current) return;
+    el.scrollTop = el.scrollHeight;
+  }, [turns]);
+
+  return (
+    <div
+      className={`transcript${ordered.length === 0 ? " transcript-empty" : ""}`}
+      ref={containerRef}
+      role="log"
+      aria-live="polite"
+      aria-relevant="additions text"
+    >
+      {ordered.length === 0 ? (
+        "Say hello to start the conversation."
+      ) : (
+        ordered.map((turn) => (
+          <div className={`turn ${turn.isUser ? "user" : "agent"}`} key={turn.id}>
+            <span className="who">{turn.isUser ? "You" : "Agent"}</span>
+            <span className="text">{turn.text}</span>
+          </div>
+        ))
+      )}
+    </div>
+  );
+}
diff --git a/moss-live-labs/examples/voice-agent/web/eslint.config.mjs b/moss-live-labs/examples/voice-agent/web/eslint.config.mjs
new file mode 100644
index 00000000..bee1b085
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/eslint.config.mjs
@@ -0,0 +1,20 @@
+import { dirname } from "path";
+import { fileURLToPath } from "url";
+import { FlatCompat } from "@eslint/eslintrc";
+
+const __filename = fileURLToPath(import.meta.url);
+const __dirname = dirname(__filename);
+
+const compat = new FlatCompat({
+  baseDirectory: __dirname,
+});
+
+/** @type {import("eslint").Linter.Config[]} */
+const eslintConfig = [
+  ...compat.extends("next/core-web-vitals", "next/typescript"),
+  {
+    ignores: [".next/**", "out/**", "build/**", "node_modules/**", "next-env.d.ts"],
+  },
+];
+
+export default eslintConfig;
diff --git a/moss-live-labs/examples/voice-agent/web/lib/tokenGuard.test.ts b/moss-live-labs/examples/voice-agent/web/lib/tokenGuard.test.ts
new file mode 100644
index 00000000..642c5388
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/lib/tokenGuard.test.ts
@@ -0,0 +1,292 @@
+import assert from "node:assert/strict";
+import { describe, it } from "node:test";
+import {
+  assertLocalDevOnly,
+  configFromEnv,
+  isLoopbackIp,
+  isLoopbackListenHost,
+  isTrustedProxyPeer,
+  isValidIpv4,
+  peerIp,
+  warnTokenGuardMisconfig,
+  type TokenGuardConfig,
+} from "./tokenGuard";
+
+function req(headers: Record<string, string> = {}): Request {
+  return new Request("http://127.0.0.1:3000/api/token", { headers });
+}
+
+function baseConfig(overrides: Partial<TokenGuardConfig> = {}): TokenGuardConfig {
+  return {
+    allowRemoteToken: false,
+    trustProxy: false,
+    trustedProxyHops: 1,
+    trustProxyHeader: "x-forwarded-for",
+    listenHost: "",
+    trustedProxies: [],
+    ...overrides,
+  };
+}
+
+describe("isValidIpv4 / isLoopbackIp", () => {
+  it("accepts IPv4 and IPv6 loopback forms", () => {
+    assert.equal(isLoopbackIp("127.0.0.1"), true);
+    assert.equal(isLoopbackIp("127.1.2.3"), true);
+    assert.equal(isLoopbackIp("::1"), true);
+    assert.equal(isLoopbackIp("[::1]"), true);
+    assert.equal(isLoopbackIp("::ffff:127.0.0.1"), true);
+  });
+
+  it("rejects non-loopback and malformed IPv4 octets", () => {
+    assert.equal(isLoopbackIp("10.0.0.1"), false);
+    assert.equal(isLoopbackIp("192.168.1.1"), false);
+    assert.equal(isLoopbackIp("8.8.8.8"), false);
+    assert.equal(isValidIpv4("127.999.999.999"), false);
+    assert.equal(isLoopbackIp("127.999.999.999"), false);
+    assert.equal(isLoopbackIp("127.0.0.01"), false);
+    assert.equal(isLoopbackIp("::ffff:127.999.0.1"), false);
+  });
+});
+
+describe("isLoopbackListenHost", () => {
+  it("accepts loopback hosts with optional ports / brackets", () => {
+    assert.equal(isLoopbackListenHost("127.0.0.1"), true);
+    assert.equal(isLoopbackListenHost("127.0.0.1:3000"), true);
+    assert.equal(isLoopbackListenHost("localhost"), true);
+    assert.equal(isLoopbackListenHost("[::1]"), true);
+    assert.equal(isLoopbackListenHost("[::1]:3000"), true);
+  });
+
+  it("rejects non-loopback listen hosts", () => {
+    assert.equal(isLoopbackListenHost("0.0.0.0"), false);
+    assert.equal(isLoopbackListenHost("192.168.0.5"), false);
+    assert.equal(isLoopbackListenHost("evil.example"), false);
+  });
+});
+
+describe("peerIp strategies", () => {
+  const trusted = baseConfig({
+    trustProxy: true,
+    trustProxyHeader: "x-forwarded-for",
+    trustedProxies: ["loopback", "10.0.0.2"],
+  });
+
+  it("returns null when TRUST_PROXY is off", () => {
+    assert.equal(
+      peerIp(req({ "x-forwarded-for": "8.8.8.8", "x-real-ip": "127.0.0.1" }), baseConfig(), "127.0.0.1"),
+      null,
+    );
+  });
+
+  it("ignores forwarded headers when TRUSTED_PROXIES is empty", () => {
+    const config = baseConfig({ trustProxy: true, trustedProxies: [] });
+    assert.equal(peerIp(req({ "x-forwarded-for": "127.0.0.1" }), config, "127.0.0.1"), null);
+  });
+
+  it("ignores forwarded headers when the immediate peer is not a trusted proxy", () => {
+    assert.equal(
+      peerIp(req({ "x-forwarded-for": "127.0.0.1" }), trusted, "8.8.8.8"),
+      null,
+    );
+    assert.equal(
+      peerIp(req({ "x-forwarded-for": "127.0.0.1" }), trusted, null),
+      null,
+    );
+  });
+
+  it("x-forwarded-for uses the rightmost trusted hop after peer verification", () => {
+    assert.equal(isTrustedProxyPeer("127.0.0.1", ["loopback"]), true);
+    assert.equal(
+      peerIp(req({ "x-forwarded-for": "8.8.8.8, 10.0.0.5" }), trusted, "127.0.0.1"),
+      "10.0.0.5",
+    );
+    assert.equal(
+      peerIp(req({ "x-forwarded-for": "127.0.0.1, 8.8.8.8" }), trusted, "10.0.0.2"),
+      "8.8.8.8",
+    );
+  });
+
+  it("x-forwarded-for respects TRUSTED_PROXY_HOPS", () => {
+    const config = baseConfig({
+      trustProxy: true,
+      trustProxyHeader: "x-forwarded-for",
+      trustedProxyHops: 2,
+      trustedProxies: ["loopback"],
+    });
+    assert.equal(
+      peerIp(req({ "x-forwarded-for": "client, proxy1, proxy2" }), config, "127.0.0.1"),
+      "proxy1",
+    );
+    assert.equal(peerIp(req({ "x-forwarded-for": "only-one" }), config, "127.0.0.1"), null);
+  });
+
+  it("x-real-ip strategy ignores X-Forwarded-For entirely", () => {
+    const config = baseConfig({
+      trustProxy: true,
+      trustProxyHeader: "x-real-ip",
+      trustedProxies: ["loopback"],
+    });
+    assert.equal(
+      peerIp(req({ "x-real-ip": "10.0.0.9", "x-forwarded-for": "127.0.0.1" }), config, "127.0.0.1"),
+      "10.0.0.9",
+    );
+    assert.equal(peerIp(req({ "x-forwarded-for": "127.0.0.1" }), config, "127.0.0.1"), null);
+  });
+
+  it("returns null for missing headers or invalid strategy without per-request warnings", () => {
+    const warnings: string[] = [];
+    const original = console.warn;
+    console.warn = (...args: unknown[]) => {
+      warnings.push(String(args[0]));
+    };
+    try {
+      assert.equal(peerIp(req({}), trusted, "127.0.0.1"), null);
+      assert.equal(
+        peerIp(
+          req({ "x-forwarded-for": "1.2.3.4" }),
+          baseConfig({
+            trustProxy: true,
+            trustProxyHeader: "x-forwardedfor",
+            trustedProxies: ["loopback"],
+          }),
+          "127.0.0.1",
+        ),
+        null,
+      );
+      assert.equal(warnings.length, 0);
+    } finally {
+      console.warn = original;
+    }
+  });
+});
+
+describe("warnTokenGuardMisconfig", () => {
+  it("logs empty TRUSTED_PROXIES and invalid TRUST_PROXY_HEADER once at config time", () => {
+    const warnings: string[] = [];
+    const original = console.warn;
+    console.warn = (...args: unknown[]) => {
+      warnings.push(String(args[0]));
+    };
+    try {
+      warnTokenGuardMisconfig(
+        baseConfig({
+          trustProxy: true,
+          trustedProxies: [],
+          trustProxyHeader: "x-forwardedfor",
+        }),
+      );
+      assert.ok(warnings.some((w) => w.includes("TRUSTED_PROXIES")));
+      assert.ok(warnings.some((w) => w.includes("TRUST_PROXY_HEADER")));
+
+      warnings.length = 0;
+      configFromEnv({
+        TRUST_PROXY: "1",
+        TRUST_PROXY_HEADER: "x-forwardedfor",
+        TRUSTED_PROXIES: "",
+      });
+      assert.ok(warnings.some((w) => w.includes("TRUSTED_PROXIES")));
+      assert.ok(warnings.some((w) => w.includes("TRUST_PROXY_HEADER")));
+    } finally {
+      console.warn = original;
+    }
+  });
+});
+
+describe("assertLocalDevOnly", () => {
+  it("allows everything when ALLOW_REMOTE_TOKEN is set", () => {
+    assert.equal(assertLocalDevOnly(req(), baseConfig({ allowRemoteToken: true })), null);
+  });
+
+  it("allows loopback-bound listen host with loopback Host header", () => {
+    assert.equal(
+      assertLocalDevOnly(req({ host: "127.0.0.1:3000" }), baseConfig({ listenHost: "127.0.0.1" })),
+      null,
+    );
+    assert.equal(
+      assertLocalDevOnly(req({ host: "localhost:3000" }), baseConfig({ listenHost: "localhost" })),
+      null,
+    );
+  });
+
+  it("denies DNS-rebinding Host values even when listen host is loopback", () => {
+    const denied = assertLocalDevOnly(
+      req({ host: "evil.example" }),
+      baseConfig({ listenHost: "127.0.0.1" }),
+    );
+    assert.ok(denied);
+    assert.equal(denied.status, 403);
+  });
+
+  it("denies when listen host is missing or non-loopback and peer IP is unknown", () => {
+    const denied = assertLocalDevOnly(req({ host: "127.0.0.1" }), baseConfig({ listenHost: "" }));
+    assert.ok(denied);
+    assert.equal(denied.status, 403);
+
+    const deniedLan = assertLocalDevOnly(
+      req({ host: "127.0.0.1" }),
+      baseConfig({ listenHost: "0.0.0.0" }),
+    );
+    assert.ok(deniedLan);
+    assert.equal(deniedLan.status, 403);
+  });
+
+  it("with TRUST_PROXY, only trusts forwarded IPs from a configured immediate proxy peer", () => {
+    const config = baseConfig({
+      trustProxy: true,
+      trustProxyHeader: "x-forwarded-for",
+      trustedProxies: ["loopback"],
+      listenHost: "127.0.0.1",
+    });
+    assert.equal(
+      assertLocalDevOnly(req({ "x-forwarded-for": "evil, 127.0.0.1" }), config, "127.0.0.1"),
+      null,
+    );
+    // Untrusted immediate peer — headers ignored, listenHost path blocked by trustProxy.
+    const denied = assertLocalDevOnly(
+      req({ host: "127.0.0.1", "x-forwarded-for": "127.0.0.1" }),
+      config,
+      "8.8.8.8",
+    );
+    assert.ok(denied);
+    assert.equal(denied.status, 403);
+  });
+
+  it("with TRUST_PROXY + x-real-ip, requires trusted immediate peer", () => {
+    const config = baseConfig({
+      trustProxy: true,
+      trustProxyHeader: "x-real-ip",
+      trustedProxies: ["10.0.0.2"],
+    });
+    assert.equal(
+      assertLocalDevOnly(req({ "x-real-ip": "127.0.0.1" }), config, "10.0.0.2"),
+      null,
+    );
+    const denied = assertLocalDevOnly(req({ "x-real-ip": "127.0.0.1" }), config, "10.0.0.9");
+    assert.ok(denied);
+    assert.equal(denied.status, 403);
+  });
+
+  it("does not treat Host spoofing as authorization without listen host", () => {
+    const denied = assertLocalDevOnly(
+      req({ host: "localhost", "x-forwarded-host": "127.0.0.1" }),
+      baseConfig({ listenHost: "" }),
+    );
+    assert.ok(denied);
+    assert.equal(denied.status, 403);
+  });
+
+  it("denies null peer when TRUST_PROXY is on even if listen host is loopback", () => {
+    const denied = assertLocalDevOnly(
+      req({ host: "127.0.0.1" }),
+      baseConfig({
+        trustProxy: true,
+        trustProxyHeader: "x-forwarded-for",
+        trustedProxies: ["loopback"],
+        listenHost: "127.0.0.1",
+      }),
+      null,
+    );
+    assert.ok(denied);
+    assert.equal(denied.status, 403);
+  });
+});
diff --git a/moss-live-labs/examples/voice-agent/web/lib/tokenGuard.ts b/moss-live-labs/examples/voice-agent/web/lib/tokenGuard.ts
new file mode 100644
index 00000000..57d0fd1b
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/lib/tokenGuard.ts
@@ -0,0 +1,183 @@
+import { NextResponse } from "next/server";
+
+export type TokenGuardConfig = {
+  allowRemoteToken: boolean;
+  trustProxy: boolean;
+  trustedProxyHops: number;
+  /** Exclusive strategy: "x-forwarded-for" | "x-real-ip" */
+  trustProxyHeader: string;
+  listenHost: string;
+  /**
+   * Immediate TCP peers allowed to supply forwarded client IPs when trustProxy is on.
+   * Use concrete IPs and/or the shorthand "loopback". Empty = fail closed (ignore headers).
+   */
+  trustedProxies: string[];
+};
+
+export function configFromEnv(env: NodeJS.ProcessEnv | Record<string, string | undefined> = process.env): TokenGuardConfig {
+  const config: TokenGuardConfig = {
+    allowRemoteToken: env.ALLOW_REMOTE_TOKEN === "1",
+    trustProxy: env.TRUST_PROXY === "1",
+    trustedProxyHops: Math.max(1, Number(env.TRUSTED_PROXY_HOPS || "1") || 1),
+    trustProxyHeader: (env.TRUST_PROXY_HEADER || "x-forwarded-for").trim().toLowerCase(),
+    listenHost: (env.MOSS_LISTEN_HOST || "").trim().toLowerCase(),
+    trustedProxies: (env.TRUSTED_PROXIES || "")
+      .split(",")
+      .map((part) => part.trim().toLowerCase())
+      .filter(Boolean),
+  };
+  // One-time startup diagnostics — never log these invariants on every /api/token hit.
+  warnTokenGuardMisconfig(config);
+  return config;
+}
+
+/** Log TRUST_PROXY misconfiguration once when config is constructed. */
+export function warnTokenGuardMisconfig(config: TokenGuardConfig): void {
+  if (!config.trustProxy) return;
+
+  if (config.trustedProxies.length === 0) {
+    console.warn(
+      "TRUST_PROXY=1 but TRUSTED_PROXIES is empty; ignoring forwarded client IP headers",
+    );
+  }
+
+  if (
+    config.trustProxyHeader !== "x-forwarded-for" &&
+    config.trustProxyHeader !== "x-real-ip"
+  ) {
+    console.warn(
+      `Invalid TRUST_PROXY_HEADER=${JSON.stringify(config.trustProxyHeader)}; use "x-forwarded-for" or "x-real-ip"`,
+    );
+  }
+}
+
+function normalizeIp(ip: string): string {
+  const normalized = ip.trim().toLowerCase();
+  const unwrapped =
+    normalized.startsWith("[") && normalized.endsWith("]")
+      ? normalized.slice(1, -1)
+      : normalized;
+  if (unwrapped.startsWith("::ffff:")) {
+    const v4 = unwrapped.slice("::ffff:".length);
+    if (isValidIpv4(v4)) return v4;
+  }
+  return unwrapped;
+}
+
+/** Valid dotted IPv4 with each octet in 0–255 (no leading junk). */
+export function isValidIpv4(ip: string): boolean {
+  const parts = ip.split(".");
+  if (parts.length !== 4) return false;
+  return parts.every((part) => {
+    if (!/^\d{1,3}$/.test(part)) return false;
+    const n = Number(part);
+    return n >= 0 && n <= 255 && String(n) === part; // reject "127.0.0.01" / "127.0.0.999"
+  });
+}
+
+export function isLoopbackIp(ip: string): boolean {
+  const normalized = normalizeIp(ip);
+  if (normalized === "::1" || normalized === "0:0:0:0:0:0:0:1") {
+    return true;
+  }
+  if (normalized.startsWith("::ffff:")) {
+    const v4 = normalized.slice("::ffff:".length);
+    return isValidIpv4(v4) && v4.startsWith("127.");
+  }
+  return isValidIpv4(normalized) && normalized.startsWith("127.");
+}
+
+export function isLoopbackListenHost(host: string): boolean {
+  const bracketed = host.match(/^\[([^\]]+)\](?::\d+)?$/);
+  const hostname = bracketed?.[1] ?? host.replace(/^([^:]+):\d+$/, "$1");
+  return (
+    hostname === "127.0.0.1" ||
+    hostname === "localhost" ||
+    hostname === "::1" ||
+    hostname === "0:0:0:0:0:0:0:1"
+  );
+}
+
+export function isTrustedProxyPeer(immediatePeer: string, trustedProxies: string[]): boolean {
+  const peer = normalizeIp(immediatePeer);
+  return trustedProxies.some((entry) => {
+    if (entry === "loopback") return isLoopbackIp(peer);
+    return normalizeIp(entry) === peer;
+  });
+}
+
+/**
+ * Resolve the caller address from forwarded headers.
+ * Headers are ignored unless TRUST_PROXY is on, TRUSTED_PROXIES is configured, and
+ * the immediate TCP peer is in that allowlist (origin isolation / trusted proxy).
+ */
+export function peerIp(
+  request: Request,
+  config: TokenGuardConfig,
+  immediatePeer: string | null,
+): string | null {
+  if (!config.trustProxy) return null;
+
+  // Misconfig (empty TRUSTED_PROXIES / bad TRUST_PROXY_HEADER) is warned once in
+  // configFromEnv / warnTokenGuardMisconfig — fail closed quietly per request.
+  if (config.trustedProxies.length === 0) {
+    return null;
+  }
+
+  if (!immediatePeer || !isTrustedProxyPeer(immediatePeer, config.trustedProxies)) {
+    return null;
+  }
+
+  if (config.trustProxyHeader === "x-real-ip") {
+    return request.headers.get("x-real-ip")?.trim() || null;
+  }
+
+  if (config.trustProxyHeader !== "x-forwarded-for") {
+    return null;
+  }
+
+  const xff = request.headers.get("x-forwarded-for");
+  if (!xff) return null;
+  const parts = xff
+    .split(",")
+    .map((part) => part.trim())
+    .filter(Boolean);
+  if (parts.length < config.trustedProxyHops) return null;
+  // Rightmost trusted hop — leftmost is attacker-controlled when clients forge XFF
+  // and the proxy only appends.
+  return parts[parts.length - config.trustedProxyHops] || null;
+}
+
+/** Socket / platform peer when available (NextRequest.ip). Never trust Host for this. */
+export function immediatePeerFromRequest(request: Request): string | null {
+  const ip = (request as Request & { ip?: string | null }).ip;
+  return typeof ip === "string" && ip.trim() ? ip.trim() : null;
+}
+
+/** Returns a 403 response when the caller is not allowed; otherwise null. */
+export function assertLocalDevOnly(
+  request: Request,
+  config: TokenGuardConfig,
+  immediatePeer: string | null = null,
+): NextResponse | null {
+  if (config.allowRemoteToken) return null;
+
+  const ip = peerIp(request, config, immediatePeer);
+  if (ip !== null) {
+    return isLoopbackIp(ip)
+      ? null
+      : new NextResponse("Token endpoint is local-dev only", { status: 403 });
+  }
+
+  // No verified peer IP. Allow only when the npm script marked this process as
+  // loopback-bound AND the browser Host is also loopback (DNS-rebinding boundary).
+  if (!config.trustProxy && config.listenHost && isLoopbackListenHost(config.listenHost)) {
+    const host = request.headers.get("host") ?? "";
+    if (!isLoopbackListenHost(host)) {
+      return new NextResponse("Token endpoint is local-dev only", { status: 403 });
+    }
+    return null;
+  }
+
+  return new NextResponse("Token endpoint is local-dev only", { status: 403 });
+}
diff --git a/moss-live-labs/examples/voice-agent/web/lib/types.ts b/moss-live-labs/examples/voice-agent/web/lib/types.ts
new file mode 100644
index 00000000..457c8349
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/lib/types.ts
@@ -0,0 +1,14 @@
+export type RetrievalDoc = {
+  /** Moss may omit an id or emit JSON null for documents without one. */
+  id?: string | null;
+  text: string;
+  score: number;
+};
+
+export type RetrievalPayload = {
+  query: string;
+  docs: RetrievalDoc[];
+  took_ms: number;
+  /** Region used for the Moss filter on this turn (required). */
+  region: string;
+};
diff --git a/moss-live-labs/examples/voice-agent/web/next.config.mjs b/moss-live-labs/examples/voice-agent/web/next.config.mjs
new file mode 100644
index 00000000..9e248806
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/next.config.mjs
@@ -0,0 +1,14 @@
+import { dirname } from "node:path";
+import { fileURLToPath } from "node:url";
+
+// Node 18 doesn't provide import.meta.dirname; derive it from import.meta.url.
+const rootDir = dirname(fileURLToPath(import.meta.url));
+
+/** @type {import('next').NextConfig} */
+const nextConfig = {
+  reactStrictMode: true,
+  // This app lives in a monorepo with other lockfiles; pin the tracing root here.
+  outputFileTracingRoot: rootDir,
+};
+
+export default nextConfig;
diff --git a/moss-live-labs/examples/voice-agent/web/package-lock.json b/moss-live-labs/examples/voice-agent/web/package-lock.json
new file mode 100644
index 00000000..1376c947
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/package-lock.json
@@ -0,0 +1,6453 @@
+{
+  "name": "voice-agent-web",
+  "version": "0.1.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "voice-agent-web",
+      "version": "0.1.0",
+      "dependencies": {
+        "@livekit/components-react": "^2.9.11",
+        "@livekit/components-styles": "^1.1.6",
+        "cross-env": "^7.0.3",
+        "geist": "^1.3.1",
+        "livekit-client": "^2.15.4",
+        "livekit-server-sdk": "^2.13.1",
+        "next": "^15.5.4",
+        "react": "^19.0.0",
+        "react-dom": "^19.0.0"
+      },
+      "devDependencies": {
+        "@eslint/eslintrc": "^3.3.6",
+        "@types/node": "^18.19.0",
+        "@types/react": "^19",
+        "@types/react-dom": "^19",
+        "eslint": "^9",
+        "eslint-config-next": "^15.5.4",
+        "tsx": "^4.19.0",
+        "typescript": "^5"
+      }
+    },
+    "node_modules/@bufbuild/protobuf": {
+      "version": "1.10.1",
+      "resolved": "https://registry.npmjs.org/@bufbuild/protobuf/-/protobuf-1.10.1.tgz",
+      "integrity": "sha512-wJ8ReQbHxsAfXhrf9ixl0aYbZorRuOWpBNzm8pL8ftmSxQx/wnJD5Eg861NwJU/czy2VXFIebCeZnZrI9rktIQ==",
+      "license": "(Apache-2.0 AND BSD-3-Clause)"
+    },
+    "node_modules/@emnapi/core": {
+      "version": "1.10.0",
+      "resolved": "https://registry.npmjs.org/@emnapi/core/-/core-1.10.0.tgz",
+      "integrity": "sha512-yq6OkJ4p82CAfPl0u9mQebQHKPJkY7WrIuk205cTYnYe+k2Z8YBh11FrbRG/H6ihirqcacOgl2BIO8oyMQLeXw==",
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "@emnapi/wasi-threads": "1.2.1",
+        "tslib": "^2.4.0"
+      }
+    },
+    "node_modules/@emnapi/runtime": {
+      "version": "1.11.2",
+      "resolved": "https://registry.npmjs.org/@emnapi/runtime/-/runtime-1.11.2.tgz",
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+      "optional": true,
+      "dependencies": {
+        "tslib": "^2.4.0"
+      }
+    },
+    "node_modules/@emnapi/wasi-threads": {
+      "version": "1.2.1",
+      "resolved": "https://registry.npmjs.org/@emnapi/wasi-threads/-/wasi-threads-1.2.1.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "tslib": "^2.4.0"
+      }
+    },
+    "node_modules/@esbuild/aix-ppc64": {
+      "version": "0.28.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.28.1.tgz",
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+      "cpu": [
+        "ppc64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "aix"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/android-arm": {
+      "version": "0.28.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.28.1.tgz",
+      "integrity": "sha512-0k2F129Xdio1TdJfzJ8sy1Q47vUD2NnwdhiAf7drUN1EBTfPf4hsFCtmMgu/6m8JSzsBrlmVjudMBQqOfG8usQ==",
+      "cpu": [
+        "arm"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "android"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/android-arm64": {
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+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.28.1.tgz",
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+        "arm64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "android"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/android-x64": {
+      "version": "0.28.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.28.1.tgz",
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+      "cpu": [
+        "x64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "android"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/darwin-arm64": {
+      "version": "0.28.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.28.1.tgz",
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+        "arm64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "darwin"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/darwin-x64": {
+      "version": "0.28.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.28.1.tgz",
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+      "cpu": [
+        "x64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "darwin"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/freebsd-arm64": {
+      "version": "0.28.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.28.1.tgz",
+      "integrity": "sha512-wG2EA8ENdEI0qhkSZMjfqrdY+ziCYCPMmtZjjIwOmXFjmyzEHn+UUxk5of+SYsjtfs3VpnlC7QLzSI5hY/rOAw==",
+      "cpu": [
+        "arm64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "freebsd"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/freebsd-x64": {
+      "version": "0.28.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-x64/-/freebsd-x64-0.28.1.tgz",
+      "integrity": "sha512-i7dZ9vQgnvSCzi/rYCXNgtF/U+eKZNJBzu3eTQbRgHnM7tNSizLOkRFAl3qzVc/Op/u5YkHHa4pf/3DOYHthLQ==",
+      "cpu": [
+        "x64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "freebsd"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/linux-arm": {
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diff --git a/moss-live-labs/examples/voice-agent/web/package.json b/moss-live-labs/examples/voice-agent/web/package.json
new file mode 100644
index 00000000..7a8f8c00
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/package.json
@@ -0,0 +1,34 @@
+{
+  "name": "voice-agent-web",
+  "version": "0.1.0",
+  "private": true,
+  "scripts": {
+    "dev": "cross-env MOSS_LISTEN_HOST=127.0.0.1 next dev -H 127.0.0.1",
+    "dev:lan": "cross-env ALLOW_REMOTE_TOKEN=1 next dev",
+    "build": "next build",
+    "start": "cross-env MOSS_LISTEN_HOST=127.0.0.1 next start -H 127.0.0.1",
+    "lint": "eslint .",
+    "test": "tsx --test lib/tokenGuard.test.ts"
+  },
+  "dependencies": {
+    "@livekit/components-react": "^2.9.11",
+    "@livekit/components-styles": "^1.1.6",
+    "cross-env": "^7.0.3",
+    "geist": "^1.3.1",
+    "livekit-client": "^2.15.4",
+    "livekit-server-sdk": "^2.13.1",
+    "next": "^15.5.4",
+    "react": "^19.0.0",
+    "react-dom": "^19.0.0"
+  },
+  "devDependencies": {
+    "@eslint/eslintrc": "^3.3.6",
+    "@types/node": "^18.19.0",
+    "@types/react": "^19",
+    "@types/react-dom": "^19",
+    "eslint": "^9",
+    "eslint-config-next": "^15.5.4",
+    "tsx": "^4.19.0",
+    "typescript": "^5"
+  }
+}
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new file mode 100644
index 00000000..4430181a
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diff --git a/moss-live-labs/examples/voice-agent/web/tsconfig.json b/moss-live-labs/examples/voice-agent/web/tsconfig.json
new file mode 100644
index 00000000..efcf0b9d
--- /dev/null
+++ b/moss-live-labs/examples/voice-agent/web/tsconfig.json
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+    "module": "esnext",
+    "moduleResolution": "bundler",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "preserve",
+    "incremental": true,
+    "plugins": [{ "name": "next" }],
+    "baseUrl": ".",
+    "paths": { "@/*": ["./*"] }
+  },
+  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+  "exclude": ["node_modules"]
+}